White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), All pseudo-absence/background points, Cropped to 750 m isobath, all covariates (u and v become vel_mag) and seals, evaluated using accuracy
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9512459 | 0.8570680 | 0.9947850 | 0.9547913 |
| bt | 0.7356446 | 0.3531955 | 0.7413868 | 0.4060154 |
| maxnet | 0.6901408 | 0.9672653 | 0.7746324 | 0.4331647 |
| gam | 0.7887324 | NA | NA | NA |
| glm | 0.7161430 | NA | NA | NA |
Variable Importance
